Getting Passive Aggressive About False Positives: Patching Deployed Malware Detectors
Authors: Edward Raff, Bobby Filar, James Holt | Published: 2020-10-22
Machine Learning-Based Early Detection of IoT Botnets Using Network-Edge Traffic
Authors: Ayush Kumar, Mrinalini Shridhar, Sahithya Swaminathan, Teng Joon Lim | Published: 2020-10-22
Maximum Mean Discrepancy Test is Aware of Adversarial Attacks
Authors: Ruize Gao, Feng Liu, Jingfeng Zhang, Bo Han, Tongliang Liu, Gang Niu, Masashi Sugiyama | Published: 2020-10-22 | Updated: 2021-07-11
Certified Distributional Robustness on Smoothed Classifiers
Authors: Jungang Yang, Liyao Xiang, Ruidong Chen, Yukun Wang, Wei Wang, Xinbing Wang | Published: 2020-10-21 | Updated: 2021-04-30
Amnesiac Machine Learning
Authors: Laura Graves, Vineel Nagisetty, Vijay Ganesh | Published: 2020-10-21
Multi-Dimensional Randomized Response
Authors: Josep Domingo-Ferrer, Jordi Soria-Comas | Published: 2020-10-21 | Updated: 2020-12-19
VenoMave: Targeted Poisoning Against Speech Recognition
Authors: Hojjat Aghakhani, Lea Schönherr, Thorsten Eisenhofer, Dorothea Kolossa, Thorsten Holz, Christopher Kruegel, Giovanni Vigna | Published: 2020-10-21 | Updated: 2023-04-20
Towards Understanding the Dynamics of the First-Order Adversaries
Authors: Zhun Deng, Hangfeng He, Jiaoyang Huang, Weijie J. Su | Published: 2020-10-20
Mitigating Sybil Attacks on Differential Privacy based Federated Learning
Authors: Yupeng Jiang, Yong Li, Yipeng Zhou, Xi Zheng | Published: 2020-10-20
Tight Second-Order Certificates for Randomized Smoothing
Authors: Alexander Levine, Aounon Kumar, Thomas Goldstein, Soheil Feizi | Published: 2020-10-20 | Updated: 2020-12-15